Negative. Physics uses analogs, narative artifacts to comprehend and explain what we see, the math comes later. Einstein didn't start relativity with math. He was on rowboat, daydreaming, doing what he calls a 'thought experiment,' and in his vision, if you will permit the word he had an idea- a story that explains gravity through the warping of space/time. He did the math after the fact.

Further, if you count how many science problems that were solved by dreams, including DNA, the sewing needle, the periodic table- there are lots of non rational, non-mathematical ways to derrive answers, even in physics, you would not be throwing our the number one thing our brain does- tells stories.